• 
• 

Yue Duan (段岳)

Ph.D. candidate

Affiliation: Reasoning and Learning Group
- School of Computer Science
- National Institute of Healthcare Data Science
- State Key Laboratory for Novel Software Technology
- Nanjing University, Nanjing 210023, China
E-mail: yueduan@smail.nju.edu.cn
Supervisor: Professor Yinghuan Shi

About Me

I am currently a Ph.D. candidate in School of Computer Science at Nanjing University and a member of Reasoning and Learning Group led by Prof. Yang Gao, fortunately supervised by Prof. Yinghuan Shi. My research interest lies in semi-supervised learning, multimodal learning and large multimodal models.

Interests

• Semi-supervised Learning
• Multimodal Learning
• Large Multimodal Models

Education

• Ph.D. candidate in Computer Science and Technology

  Nanjing University, 2023 -

• M.Sc.'s student as part of the Ph.D. program in Computer Science and Technology

  Nanjing University, 2021 - 2023

• B.Eng. in Computer Science and Technology

  Harbin Institute of Technology, Weihai, 2017 - 2021

Publications

NEWICCV 2025 Divide-and-Conquer for Enhancing Unlabeled Learning, Stability, and Plasticity in Semi-supervised Continual Learning

IEEE/CVF International Conference on Computer Vision (ICCV), 2025.
Yue Duan, Taicai Chen, Lei Qi, Yinghuan Shi.

ACMMM 2024 PC$^2$: Pseudo-Classification Based Pseudo-Captioning for Noisy Correspondence Learning in Cross-Modal Retrieval

ACM International Conference on Multimedia (ACM MM), 2024.
Yue Duan, Zhangxuan Gu, Zhenzhe Ying, Lei Qi, Changhua Meng, Yinghuan Shi.

PDF-arXiv PDF-Published Code Dataset Video Poster/Slides 文章解读-知乎 视频解读-bilibili

AAAI 2024 Roll with the Punches: Expansion and Shrinkage of Soft Label Selection for Semi-supervised Fine-Grained Learning

AAAI Conference on Artificial Intelligence (AAAI), 2024.
Yue Duan, Zhen Zhao, Lei Qi, Luping Zhou, Lei Wang, Yinghuan Shi.

PDF-arXiv PDF-Published Code Video Poster/Slides

ICCV 2023 Towards Semi-supervised Learning with Non-random Missing Labels

IEEE/CVF International Conference on Computer Vision (ICCV), 2023.
Yue Duan, Zhen Zhao, Lei Qi, Luping Zhou, Lei Wang, Yinghuan Shi.

PDF-arXiv PDF-Published Code Poster 文章解读-知乎

TNNLS 2022 MutexMatch: Semi-supervised Learning with Mutex-Based Consistency Regularization

IEEE Transactions on Neural Networks and Learning Systems, 2022.
Yue Duan, Zhen Zhao, Lei Qi, Lei Wang, Luping Zhou, Yinghuan Shi, Yang Gao.

PDF-arXiv PDF-Published Code

ECCV 2022 RDA: Reciprocal Distribution Alignment for Robust Semi-supervised Learning

European Conference on Computer Vision (ECCV), 2022.
Yue Duan, Lei Qi, Lei Wang, Luping Zhou, Yinghuan Shi.

PDF-arXiv PDF-Published Code Video/Poster/Slides

AAAI 2024 PG-LBO: Enhancing High-Dimensional Bayesian Optimization with Pseudo-Label and Gaussian Process Guidance

AAAI Conference on Artificial Intelligence (AAAI), 2024.
Taicai Chen, Yue Duan, Dong Li, Lei Qi, Yinghuan Shi, Yang Gao.

PDF-arXiv PDF-Published Code Video

CVPR 2022 DC-SSL: Addressing Mismatched Class Distribution in Semi-supervised Learning

IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2022.
Zhen Zhao, Luping Zhou, Yue Duan, Lei Wang, Lei Qi, Yinghuan Shi.

PDF-Published

Grants

• Young Students Basic Research Project (Ph.D. Candidate) of NSFC (Lead PI)

  国家自然科学基金委青年学生基础研究项目（博士研究生）：“面向多模态大模型的持续学习理论与方法研究”（主持）

  January 2025 - December 2027

Awards & Honors

Student Awards

• Dongliang Top Award Graduate Scholarship - Nanjing University (2024) (awarded to top 9 graduate students university-wide)

  南京大学研究生栋梁特等奖学金（全校仅9人）

• Guorui Scholarship of The 14th Research Institute of China Electronics Technology Group Corporation - Nanjing University (2023) (1 recipient in School of Computer Science)

  中国电科十四所国睿奖学金（计算机学院仅1人）

• Talent First Prize Scholarship - Nanjing University (2022)

  南京大学一等英才奖学金

• Renmin First Prize Scholarship - Harbin Institute of Technology (2020)

  哈尔滨工业大学一等人民奖学金

• Renmin First Prize Scholarship - Harbin Institute of Technology (2019)

  哈尔滨工业大学一等人民奖学金

Student Honors

• Tencent Rhino-bird Research Elite Program (2025) (selected as one of only 70+ people worldwide)

  腾讯犀牛鸟精英人才计划（全球仅70+人入选）

• Outstanding Graduate Student Role Model - Nanjing University (2024) (15 recipients in School of Computer Science)

  南京大学优秀研究生标兵（计算机学院共15人）

• Outstanding Graduate Student - Nanjing University (2022)

  南京大学优秀研究生

• Outstanding Graduating Students and Thesis Awards - Harbin Institute of Technology (2021)

  哈尔滨工业大学优秀毕业生/毕业论文

Contests

• Finalist - MCM/ICM (2020)

  美国大学生数学建模竞赛特等奖提名

• Honorable Mention - MCM/ICM (2019)

  美国大学生数学建模竞赛二等奖

• Provincial Third Prize - China Undergraduate Mathematical Contest in Modeling (2019)

  中国大学生数学建模竞赛省级三等奖

Experience

 

 

 

 

 

Rhino-bird Research Elite Program, Tencent

Hunyuan (混元) Research on Continual Pre-training and Fine-tuning of Text-to-Image/Video Models (文生图/视频模型的继续预训练和精调研究)

Shanghai June 2025 - Now

 

 

 

 

 

Research Intern, Ant Group

TiansuanLab (天筭安全实验室) Network-wide Inspection: Pre-training with Large-scale Site Data (全网巡检：大规模站点数据预训练)

Shanghai May 2023 - November 2023

 

 

 

 

 

Research Intern, Nanjing University

National Institute of Healthcare Data Science (健康医疗大数据国家研究院)Research on Semi-supervised Lesion Detection in Esophageal Squamous Cell Carcinoma/Abdominal Infections (半监督食管鳞癌/腹腔感染区检测模型构建研究)

Nanjing March 2021 - May 2021